{"id":"W4399698722","doi":"10.1016/j.resuscitation.2024.110245","title":"Biomarker guided prognostication during veno-arterial extracorporeal membrane oxygenation: A potentially valuable tool","year":2024,"lang":"en","type":"letter","venue":"Resuscitation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"International Collaboration On Repair Discoveries; University of British Columbia","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Biomarker; Extracorporeal; Oxygenation; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004545173,0.0004519599,0.0003899953,0.0004453775,0.0001103634,0.000355362,0.0003045312,0.000827693,0.0004238333],"category_scores_gemma":[0.0001511835,0.0004904214,0.0001980358,0.0004721267,0.00003534038,0.0004183643,0.000044003,0.0007455468,0.0006993506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090686,"about_ca_system_score_gemma":0.0001118839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009853665,"about_ca_topic_score_gemma":0.000005331993,"domain_scores_codex":[0.9969206,0.0001131046,0.000915812,0.0006608781,0.000896543,0.0004930308],"domain_scores_gemma":[0.9988846,0.0001185539,0.0001848981,0.0005190757,0.0002160884,0.00007677704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004809338,0.00003524729,0.00002313204,0.006990505,0.0006530872,0.0008772706,0.0002788135,0.003042532,0.1223184,0.0003790442,0.8624339,0.00292001],"study_design_scores_gemma":[0.002450272,0.0001097626,0.01038344,0.002012136,0.001693574,0.000303895,0.0000442547,0.1552321,0.01649513,0.009099789,0.798766,0.003409589],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4268737,0.004567781,0.05405855,0.3826723,0.06772412,0.01566343,0.001857753,0.01601031,0.03057209],"genre_scores_gemma":[0.9102911,0.0001158285,0.007757505,0.03243228,0.02362883,0.001788696,0.01871366,0.001215653,0.004056429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4834174,"threshold_uncertainty_score":0.9997547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643746174281885,"score_gpt":0.249940968427218,"score_spread":0.2235035066843991,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}